Free Online Machine Learning Courses: From Basics to Advanced Techniques
Machine learning is a rapidly growing field, and with the right guidance, it's possible to learn the necessary skills and algorithms without any cost. In this article, we will explore some of the best free online courses and resources available to help you get started with machine learning. From the basics of Python programming to advanced techniques like deep learning and reinforcement learning, we'll cover everything you need to know. Whether you're new to the field or looking to deepen your understanding, there's something here for you.
Why Learn Machine Learning for Free?
Machine learning is a broad field that encompasses a wide range of techniques and algorithms. Unlike other fields, machine learning values skills and competencies more than formal qualifications. This means that you can learn the necessary techniques by yourself and still have a successful career in the data sector. Online courses and tutorials are often free or low-cost, and many offer certifications that are highly valued in the industry.
Top Free Machine Learning Courses and Tutorials
Here are some of the best free online resources for learning machine learning:
YouTube Channels
Channel: Krish Naik
One of the best channels for learning machine learning (ML) and deep learning (DL), Krish Naik's channel offers high-quality content in a clear and concise manner. Whether you're a beginner or an advanced learner, you will find something valuable here.
YouTube: Data Science from Zero to Hero
This series of videos is designed for those who want to learn data science from scratch. The courses are comprehensive and cover everything from basic concepts to advanced techniques. Completing these courses can help you secure a starting salary of up to 8 LPA (Lac Per Annum) as a fresher. The content is updated regularly and is of high quality.
Coursera: Machine Learning by Andrew Ng
Andrew Ng, one of the leading professors in machine learning, offers a free online course on Coursera. This course is highly regarded and covers a wide range of topics in machine learning. While the course itself is free, a paid certification is available through Coursera's financial aid program.
Udacity: Intro to Machine Learning
Udacity's Introduction to Machine Learning is another excellent free course. It is designed for beginners and focuses on the practical application of machine learning techniques with minimal mathematical complexity. This course is ideal for those who want to get started with machine learning without diving too deep into the math.
Automate the Boring Stuff with Python
If you need to learn Python before diving into machine learning, the book "Automate the Boring Stuff with Python" is an excellent resource. This book covers the basics of Python programming and is highly recommended for anyone looking to learn the language.
Deep Reinforcement Learning Demystified
For those who have a solid grasp of basic machine learning, deep reinforcement learning (RL) is an interesting and less-known domain. This series of videos from DeepMind provides a great introduction to the basics of RL.
Berkeley AI Materials
Berkeley offers a comprehensive course on reinforcement learning that covers both theoretical and practical aspects. This resource is highly recommended for those who want to dive deep into RL.
Conclusion
Learning machine learning doesn't have to be expensive. With the right resources, you can gain the skills and knowledge needed to succeed in this exciting field. Whether you're a beginner or an advanced learner, there are plenty of free resources available to help you get started. Happy coding!